See llms.txt for all machine-readable content.

Back to Templates

Extract transactions from images using unli.dev Vision API & Telegram

Created by

Created by: Khairul Muhtadin || khmuhtadin
Khairul Muhtadin

Last update

Last update 2 days ago

Categories

Share

unli.dev + n8n + Telegram

Image Analyzer turns images sent to your Telegram bot into clean, Markdown-formatted transaction text using unli.dev Vision API. Instead of typing numbers and dates manually, the workflow downloads the photo, converts it to base64, analyzes it via API, and replies in-chat with extracted details. Faster input, fewer errors.

Last updated: September 2026.

Why Use Image Analyzer?

  • Save time: Images processed in seconds, manual entry down by up to 90%.
  • Solve pain points: No more blurry screenshot frustration. Clean Markdown transactions back.
  • Faster outcomes: Per-image turnaround under 15s.
  • Competitive edge: Staff and customers get structured feedback instantly.

Perfect For

  • Small business owners: Capture receipts and payments quickly.
  • Accountants/bookkeepers: Intake client receipts with fewer typos.
  • Ops/support teams: Turn messy screenshots into actionable records.

How It Works

  1. Trigger: Telegram bot receives photo.
  2. Process: Convert to base64 & prepare request.
  3. Smart Logic: Call unli.dev Vision API for text extraction.
  4. Output: Send Markdown result back to Telegram.
  5. Optional: Save structured data to Google Sheets, Airtable, or DB.

Quick Setup

  1. Import workflow JSON to your n8n instance.
  2. Add credentials: Telegram bot + unli.dev API key.
  3. Customize the system prompt (default: extract the transaction in Markdown).
  4. Test by sending a real photo to your bot.

You’ll Need

Quick Answers

What do I send?
Any photo with transaction details to your Telegram bot.
What comes back?
Clean Markdown-formatted transaction text, right in the chat.
Can it store results?
Yes. Optionally save structured data to Google Sheets, Airtable, or a database.

Made by: khmuhtadin
Category: Image Analysis

Need custom work? Contact me

Additional info

Built with n8n. Need an assessment on your business? Feel free to reach out at https://khmuhtadin.com/consultation/